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Original Articles

Testing Inference from Logistic Regression Models in Data with Unobserved Heterogeneity at Cluster Levels

Pages 1202-1211 | Received 19 Nov 2008, Accepted 18 Feb 2009, Published online: 09 Apr 2009

References

  • Allenby , G. M. , Lenk , P. J. ( 1994 ). Modeling household purchase behavior with logistic normal regression . Journal of the American Statistical Association 89 : 1218 – 1231 .
  • Allenby , G. M. , Rossi , P. E. ( 1999 ). Marketing models of consumer heterogeneity . Journal of Econometrics 89 : 57 – 78 .
  • Aprahamian , F. , Chanel , O. , Luchini , S. ( 2007 ). Modeling starting point bias as unobserved heterogeneity in contingent valuation surveys: An application to air pollution . American Journal of Agricultural Economics 89 : 533 – 547 .
  • Arana , J. E. , Leon , C. J. ( 2005 ). Flexible mixture distribution modeling of dichotomous choice contingent valuation with heterogenity . Journal of Environmental Economics and Management 50 : 170 – 188 .
  • Arana , J. E. , Leon , C. J. ( 2006 ). Modelling unobserved heterogeneity in contingent valuation of health risks . Applied Economics 38 : 2315 – 2325 .
  • Ayis , S. A. M. ( 1995 ). Modelling Unobserved Heterogeneity: Theoretical and Practical Aspects . Southampton, UK : University of Southampton .
  • Cramer , J. S. ( 2007 ). Robustness of logit analysis: Unobserved heterogeneity and mis-specified disturbances . Oxford Bulletin of Economics and Statistics 69 : 545 – 555 .
  • Donald , H. , Gibbons , R. D. ( 2006 ). Longitudinal Data Analysis . Hoboken, NJ : John Wiley & Sons, INC .
  • Fewell , Z. , Davey , S. G. , Sterne , J. A. ( 2007 ). The impact of residual and unmeasured confounding in epidemiologic studies: a simulation study 1 . American Journal of Epidemiology 166 : 646 – 655 .
  • Garcia , J. A. B. , Hernandez , J. E. R. ( 2007 ). Housing and urban location decisions in Spain: An econometric analysis with unobserved heterogeneity . Urban Studies 44 : 1657 – 1676 .
  • Goldstein , H. , Rasbash , J. , Browne , W. , Woodhouse , G. , Poulain , M. ( 2000 ). Multilevel models in the study of dynamic household structures . European Journal of Population-Revue Europeenne de Demographie 16 : 373 – 387 .
  • Heckman , J. J. ( 2008 ). Econometric causality . International Statistical Review 76 : 1 – 27 .
  • Hogan , J. W. , Lancaster , T. ( 2004 ). Instrumental variables and inverse probability weighting for causal inference from longitudinal observational studies . Statistical Methods in Medical Research 13 : 17 – 48 .
  • Kahn , M. J. , Raftery , A. E. ( 1996 ). Discharge rates of Medicare stroke patients to skilled nursing facilities: Bayesian logistic regression with unobserved heterogeneity . Journal of the American Statistical Association 91 : 29 – 41 .
  • Lawlor , D. A. , Harbord , R. M. , Sterne , J. A. C. , Timpson , N. , Smith , G. D. ( 2008 ). Mendelian randomization: Using genes as instruments for making causal inferences in epidemiology . Statistics in Medicine 27 : 1133 – 1163 .
  • Lee , S. , Lee , S. ( 2003 ). Testing heterogeneity for frailty distribution in shared frailty model . Communications in Statistics-Theory and Methods 32 : 2245 – 2253 .
  • Palmer , T. M. , Thompson , J. R. , Tobin , M. D. , Sheehan , N. A. , Burton , P. R. ( 2008 ). Adjusting for bias and unmeasured confounding in Mendelian randomization studies with binary responses . International Journal of Epidemiology 37 : 1161 – 1168 .
  • Peters , B. L. (2004). Is there a wage bonus from drinking? Unobserved heterogeneity examined. Applied Economics 36:2299–2315.
  • Rasbash , J. , Browne , W. , Healy , M. , Cameron , B. , Charlton , C. ( 2005 ). MLwiN (Multilevel Models Project) [Computer software] .
  • Sheehan , N. A. , Didelez , V. , Burton , P. R. , Tobin , M. D. ( 2008 ). Mendelian randomisation and causal inference in observational epidemiology . Plos Medicine 5 : 1205 – 1210 .
  • Skinner , C. J. , Holt , D. , Smith , T. F. M. ( 1989 ). Analysis of Complex Surveys . Chichester : John Wiley & Sons, Ltd .
  • Steele , F. ( 2008 ). Multilevel models for longitudinal data . Journal of the Royal Statistical Society Series A-Statistics in Society 171 : 5 – 19 .
  • Yang , M. , Goldstein , H. , Heath , A. ( 2000 ). Multilevel models for repeated binary outcomes: attitudes and voting over the electoral cycle . Journal of the Royal Statistical Society Series A-Statistics in Society 163 : 49 – 62 .
  • Zohoori , N. , Savitz , D. A. ( 1997 ). Econometric approaches to epidemiologic data: Relating endogeneity and unobserved heterogeneity to confounding . Annals of Epidemiology 7 : 251 – 257 .